{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0fb253a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "from requests_html import HTMLSession\n",
    "\n",
    "session = HTMLSession()\n",
    "\n",
    "r = session.get(\"https://www.liepin.com/zhaopin/?city=050090&dq=050090&pubTime=&currentPage=0&pageSize=40&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&workYearCode=&compId=&compName=&compTag=&industry=&salary=&jobKind=&compScale=&compKind=&compStage=&eduLevel=&otherCity=&ckId=g9s8qpuh82wgc4kg0y46ugmwazq1iipa&scene=input&skId=r5rrkuzs33bovg0jcby5z7i8sh8gcfza&fkId=g9s8qpuh82wgc4kg0y46ugmwazq1iipa&sfrom=search_job_pc&suggestId=\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6d68bd37",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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     "execution_count": 2,
     "metadata": {},
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l.p.a : l.q).push(f) } l.q = [] l.p = { a: [] } n[a] = l m = document.createElement(\\'script\\') m.src = r + \\'?aid=\\' + t + \\'&globalName=\\' + a m.crossorigin = \\'anonymous\\' e.getElementsByTagName(\\'head\\')[0].appendChild(m) if (i in n) { l.pcErr = function (e) { e = e || n.event p = e.target || e.srcElement if (p instanceof Element || p instanceof HTMLElement) { n[a](o, \\'st\\', { tagName: p.tagName, url: p[s](\\'href\\') || p[s](\\'src\\') }) } else { n[a](o, \\'err\\', e.error || e.message) } } l.pcRej = function (e) { e = e || n.event n[a](o, \\'err\\', e.reason || (e.detail && e.detail.reason)) } n[i](\\'error\\', l.pcErr, true) n[i](\\'unhandledrejection\\', l.pcRej, true) } if (\\'PerformanceLongTaskTiming\\' in n) { u = l.pp = { entries: [] } u.observer = new PerformanceObserver(function (e) { u.entries = u.entries.concat(e.getEntries()) }) u.observer.observe({ entryTypes: [\\'longtask\\', \\'largest-contentful-paint\\', \\'layout-shift\\'] }) } })( window, document, \\'https://concat.lietou-static.com/fe-lib-pc/v6/apmplus/1.7.0/browser.cn.js\\', 0, \\'apmPlus\\' ) window.apmPlus(\\'init\\', { aid: 460715, token: \\'26ca6df079bf44f09bd002af5fdb382c\\', plugins: { ajax: false, fetch: false, pageview: true, resource: false, performance: { longtask: true } }, sample: { rules: { pageview: { enable: true, sample_rate: 0.01 }, performance: { sample_rate: 0.0005 }, performance_timing: { sample_rate: 0.0005 }, performance_longtask: { sample_rate: 0.0005 } } } }) window.apmPlus(\\'start\\')'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.html.text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "caff244e",
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (4239832628.py, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  Cell \u001b[1;32mIn[4], line 1\u001b[1;36m\u001b[0m\n\u001b[1;33m    https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job\u001b[0m\n\u001b[1;37m          ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d886d890",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = session.post(\"https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6c67d481",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "68f4b1cd",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6f9ef7eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 0, 'code': '-1400', 'msg': '出错了（400）！'}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d92046ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_6) AppleWebKit/603.3.8 (KHTML, like Gecko) Version/10.1.2 Safari/603.3.8', 'Accept-Encoding': 'gzip, deflate', 'Accept': '*/*', 'Connection': 'keep-alive', 'Cookie': 'XSRF-TOKEN=Dv5k0w1_ScOoEViSCofWGg; __gc_id=2f691119ad7c45e196f239291e84db43', 'Content-Length': '0'}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.request.headers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da8b65d2",
   "metadata": {},
   "source": [
    "* 无法请求到数据的原因\n",
    "> 1.模拟真实用户代理  \n",
    "> 2.提供请求的参数（类比API  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d2554066",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests,json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0122a95e",
   "metadata": {},
   "outputs": [],
   "source": [
    "liepin_headers = {\n",
    "\t\"Accept\": \"application/json, text/plain, */*\",\n",
    "\t\"Accept-Encoding\": \"gzip, deflate, br\",\n",
    "\t\"Accept-Language\": \"zh-CN,zh;q=0.9\",\n",
    "\t\"Connection\": \"keep-alive\",\n",
    "\t\"Content-Length\": \"487\",\n",
    "\t\"Content-Type\": \"application/json;charset=UTF-8;\",\n",
    "\t\"Cookie\": \"XSRF-TOKEN=zIARnRM0QQaLudJk_4OBXw; __gc_id=e936feed5bd343e5a73b304fa0d4ad5f; _ga=GA1.1.504776059.1697021947; __uuid=1697021948310.51; __tlog=1697021948354.48%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1697021951; acw_tc=2760828416970219810274366e53a098388abcfc886c89f5cbf2332344893f; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1697021975; __session_seq=4; __uv_seq=4; __tlg_event_seq=24; _ga_54YTJKWN86=GS1.1.1697021946.1.1.1697023027.0.0.0\",\n",
    "\t\"Host\": \"api-c.liepin.com\",\n",
    "\t\"Origin\": \"https://www.liepin.com\",\n",
    "\t\"Referer\": \"https://www.liepin.com/zhaopin/?currentPage=0&pageSize=40&city=050090&dq=050090&pubTime=&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&otherCity=&industry=&ckId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&scene=condition&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&sfrom=search_job_pc&suggestId=\",\n",
    "\t\"Sec-Fetch-Dest\": \"empty\",\n",
    "\t\"Sec-Fetch-Mode\": \"cors\",\n",
    "\t\"Sec-Fetch-Site\": \"same-site\",\n",
    "\t\"User-Agent\": \"Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/81.0.4044.122 Safari/537.36\",\n",
    "\t\"X-Client-Type\": \"web\",\n",
    "\t\"X-Fscp-Bi-Stat\": \"{\\\"location\\\": \\\"https://www.liepin.com/zhaopin/?currentPage=0&pageSize=40&city=050090&dq=050090&pubTime=&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&otherCity=&industry=&ckId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&scene=condition&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&sfrom=search_job_pc&suggestId=\\\"}\",\n",
    "\t\"X-Fscp-Fe-Version\": \"\",\n",
    "\t\"X-Fscp-Std-Info\": \"{\\\"client_id\\\": \\\"40108\\\"}\",\n",
    "\t\"X-Fscp-Trace-Id\": \"187c89d1-ed19-48b2-99fe-85ceeb116589\",\n",
    "\t\"X-Fscp-Version\": \"1.1\",\n",
    "\t\"X-Requested-With\": \"XMLHttpRequest\",\n",
    "\t\"X-XSRF-TOKEN\": \"zIARnRM0QQaLudJk_4OBXw\"\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "07c048d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "payload = {\"data\":{\"mainSearchPcConditionForm\":\n",
    "                   {\"city\":\"050090\",\n",
    "                    \"dq\":\"050090\",\n",
    "                    \"pubTime\":\"\",\n",
    "                    \"currentPage\":\"0\",\n",
    "                    \"pageSize\":40,\n",
    "                    \"key\":\"产品经理\",\n",
    "                    \"suggestTag\":\"\",\n",
    "                    \"workYearCode\":\"3$5\",\n",
    "                    \"compId\":\"\",\n",
    "                    \"compName\":\"\",\n",
    "                    \"compTag\":\"\",\n",
    "                    \"industry\":\"\",\n",
    "                    \"salary\":\"\",\n",
    "                    \"jobKind\":\"\",\n",
    "                    \"compScale\":\"\",\n",
    "                    \"compKind\":\"\",\n",
    "                    \"compStage\":\"\",\n",
    "                    \"eduLevel\":\"\"},\n",
    "                   \"passThroughForm\":{\n",
    "                       \"scene\":\"condition\",\n",
    "                        \"skId\":\"zpkt44khpwdhcmdduz78cvx5yuu4e0ra\",\n",
    "                        \"fkId\":\"zpkt44khpwdhcmdduz78cvx5yuu4e0ra\",\n",
    "                        \"ckId\":\"ccfrqkuil9mr0e6wcxvib6ted50tsp7a\",\n",
    "                        \"suggest\":None\n",
    "                     }\n",
    "                  }\n",
    "          }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b15db050",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = session.post(\n",
    "            url = 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job',\n",
    "            data = json.dumps(payload), # POST请求带的参数\n",
    "            headers = liepin_headers    # 模拟真实用户\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "851ab8fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
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       "     'dataParams': '{\"recruiterName\":\"丁女士\",\"jobKind\":\"2\",\"jobId\":\"47634465\",\"imId\":\"3af5f1d072f493bfbefa578784e31c32\",\"imUserType\":\"2\",\"userId\":\"ba8824bf3ef3f7dcaa291492169f1015\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2248966605%22%2C%22ckId%22%3A%22ccfrqkuil9mr0e6wcxvib6ted50tsp7a%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22zpkt44khpwdhcmdduz78cvx5yuu4e0ra%22%2C%22fkId%22%3A%22ccfrqkuil9mr0e6wcxvib6ted50tsp7a%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['电子/半导体/集成电路'],\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'dq': '深圳-龙华区',\n",
       "      'jobKind': '2',\n",
       "      'jobId': '48966605',\n",
       "      'refreshTime': '20220422085429',\n",
       "      'title': '产品经理/PM（电子元器件）',\n",
       "      'topJob': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=34&skId=zpkt44khpwdhcmdduz78cvx5yuu4e0ra&fkId=ccfrqkuil9mr0e6wcxvib6ted50tsp7a&ckId=ccfrqkuil9mr0e6wcxvib6ted50tsp7a&sfrom=search_job_pc&curPage=0&pageSize=40&index=34',\n",
       "      'advViewFlag': False,\n",
       "      'link': 'https://www.liepin.com/job/1948966605.shtml',\n",
       "      'salary': '12-15k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': ''},\n",
       "     'recruiter': {'recruiterName': '丁女士',\n",
       "      'recruiterTitle': '人事经理',\n",
       "      'chatted': False,\n",
       "      'imId': '3af5f1d072f493bfbefa578784e31c32',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg',\n",
       "      'recruiterId': 'ba8824bf3ef3f7dcaa291492169f1015'},\n",
       "     'comp': {'compStage': '融资未公开',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compId': 9233955,\n",
       "      'compScale': '1-49人',\n",
       "      'compName': '勤迈电子',\n",
       "      'compIndustry': '贸易/进出口',\n",
       "      'link': 'https://www.liepin.com/company/9233955/'},\n",
       "     'dataParams': '{\"recruiterName\":\"丁女士\",\"jobKind\":\"2\",\"jobId\":\"48966605\",\"imId\":\"3af5f1d072f493bfbefa578784e31c32\",\"imUserType\":\"2\",\"userId\":\"ba8824bf3ef3f7dcaa291492169f1015\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2257419719%22%2C%22ckId%22%3A%22ccfrqkuil9mr0e6wcxvib6ted50tsp7a%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22zpkt44khpwdhcmdduz78cvx5yuu4e0ra%22%2C%22fkId%22%3A%22ccfrqkuil9mr0e6wcxvib6ted50tsp7a%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['PM   产品经理 '],\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'dq': '深圳-福田区',\n",
       "      'jobKind': '2',\n",
       "      'jobId': '57419719',\n",
       "      'refreshTime': '20230918100432',\n",
       "      'title': 'PM/产品经理-半导体',\n",
       "      'topJob': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=35&skId=zpkt44khpwdhcmdduz78cvx5yuu4e0ra&fkId=ccfrqkuil9mr0e6wcxvib6ted50tsp7a&ckId=ccfrqkuil9mr0e6wcxvib6ted50tsp7a&sfrom=search_job_pc&curPage=0&pageSize=40&index=35',\n",
       "      'advViewFlag': False,\n",
       "      'link': 'https://www.liepin.com/job/1957419719.shtml',\n",
       "      'salary': '17-25k·13薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': ''},\n",
       "     'recruiter': {'recruiterName': '黄女士',\n",
       "      'recruiterTitle': '招聘顾问',\n",
       "      'chatted': False,\n",
       "      'imId': '194b480d144b193d8b0ca3877d009dea',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'recruiterId': '65a5052f8195188f914c73ffba380d3d'},\n",
       "     'comp': {'compStage': '融资未公开',\n",
       "      'compLogo': '5ea2845382b0b02ff416453507u.png',\n",
       "      'compId': 10240879,\n",
       "      'compScale': '100-499人',\n",
       "      'compName': '深圳市佳合美电子有限公司',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/10240879/'},\n",
       "     'dataParams': '{\"recruiterName\":\"黄女士\",\"jobKind\":\"2\",\"jobId\":\"57419719\",\"imId\":\"194b480d144b193d8b0ca3877d009dea\",\"imUserType\":\"2\",\"userId\":\"65a5052f8195188f914c73ffba380d3d\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2256077389%22%2C%22ckId%22%3A%22ccfrqkuil9mr0e6wcxvib6ted50tsp7a%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22zpkt44khpwdhcmdduz78cvx5yuu4e0ra%22%2C%22fkId%22%3A%22ccfrqkuil9mr0e6wcxvib6ted50tsp7a%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': [],\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'dq': '深圳-南山区',\n",
       "      'jobKind': '2',\n",
       "      'jobId': '56077389',\n",
       "      'refreshTime': '20231018090247',\n",
       "      'title': 'PM产品经理-NXP（汽车/工业）',\n",
       "      'topJob': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=zpkt44khpwdhcmdduz78cvx5yuu4e0ra&fkId=ccfrqkuil9mr0e6wcxvib6ted50tsp7a&ckId=ccfrqkuil9mr0e6wcxvib6ted50tsp7a&sfrom=search_job_pc&curPage=0&pageSize=40&index=36',\n",
       "      'advViewFlag': False,\n",
       "      'link': 'https://www.liepin.com/job/1956077389.shtml',\n",
       "      'salary': '15-20k·18薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': ''},\n",
       "     'recruiter': {'recruiterName': '刘女士',\n",
       "      'recruiterTitle': '人力资源专员/助理',\n",
       "      'chatted': False,\n",
       "      'imId': '70a0e73ff4f408768c8c33ff4072bd7f',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg',\n",
       "      'recruiterId': '24fb1f969dac5155bedac017b06624a2'},\n",
       "     'comp': {'compStage': '融资未公开',\n",
       "      'compLogo': '63ff2cc82ee0b127c7825f6108u.png',\n",
       "      'compId': 8237045,\n",
       "      'compScale': '2000-5000人',\n",
       "      'compName': '文晔领科商贸(深圳)有限公司',\n",
       "      'compIndustry': '批发/零售',\n",
       "      'link': 'https://www.liepin.com/company/8237045/'},\n",
       "     'dataParams': '{\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"jobId\":\"56077389\",\"imId\":\"70a0e73ff4f408768c8c33ff4072bd7f\",\"imUserType\":\"2\",\"userId\":\"24fb1f969dac5155bedac017b06624a2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2255607915%22%2C%22ckId%22%3A%22ccfrqkuil9mr0e6wcxvib6ted50tsp7a%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22zpkt44khpwdhcmdduz78cvx5yuu4e0ra%22%2C%22fkId%22%3A%22ccfrqkuil9mr0e6wcxvib6ted50tsp7a%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['产品经理', '大客户经理'],\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'dq': '深圳-福田区',\n",
       "      'jobKind': '2',\n",
       "      'jobId': '55607915',\n",
       "      'refreshTime': '20230321114217',\n",
       "      'title': '通讯模组PM产品经理',\n",
       "      'topJob': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=zpkt44khpwdhcmdduz78cvx5yuu4e0ra&fkId=ccfrqkuil9mr0e6wcxvib6ted50tsp7a&ckId=ccfrqkuil9mr0e6wcxvib6ted50tsp7a&sfrom=search_job_pc&curPage=0&pageSize=40&index=37',\n",
       "      'advViewFlag': False,\n",
       "      'link': 'https://www.liepin.com/job/1955607915.shtml',\n",
       "      'salary': '10-30k·13薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': ''},\n",
       "     'recruiter': {'recruiterName': '夏先生',\n",
       "      'recruiterTitle': '代理部经理',\n",
       "      'chatted': False,\n",
       "      'imId': '5ae15f10b37919822aa8e4d6edc77f27',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f98698dbe6273dcf8516008u.jpg',\n",
       "      'recruiterId': 'e0d232ebb1c621fdf0276345a5c214a6'},\n",
       "     'comp': {'compStage': '融资未公开',\n",
       "      'compLogo': '6371ddbd64ae7150b5a9ee6603u.png',\n",
       "      'compId': 8685556,\n",
       "      'compScale': '50-99人',\n",
       "      'compName': '深圳市宏博通电子有限公司',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/8685556/'},\n",
       "     'dataParams': '{\"recruiterName\":\"夏先生\",\"jobKind\":\"2\",\"jobId\":\"55607915\",\"imId\":\"5ae15f10b37919822aa8e4d6edc77f27\",\"imUserType\":\"2\",\"userId\":\"e0d232ebb1c621fdf0276345a5c214a6\",\"recruiterPhoto\":\"5f8f98698dbe6273dcf8516008u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2253924825%22%2C%22ckId%22%3A%22ccfrqkuil9mr0e6wcxvib6ted50tsp7a%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22zpkt44khpwdhcmdduz78cvx5yuu4e0ra%22%2C%22fkId%22%3A%22ccfrqkuil9mr0e6wcxvib6ted50tsp7a%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': [],\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'dq': '深圳-福田区',\n",
       "      'jobKind': '2',\n",
       "      'jobId': '53924825',\n",
       "      'refreshTime': '20230202143152',\n",
       "      'title': 'MOS管 PM产品经理',\n",
       "      'topJob': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=zpkt44khpwdhcmdduz78cvx5yuu4e0ra&fkId=ccfrqkuil9mr0e6wcxvib6ted50tsp7a&ckId=ccfrqkuil9mr0e6wcxvib6ted50tsp7a&sfrom=search_job_pc&curPage=0&pageSize=40&index=38',\n",
       "      'advViewFlag': False,\n",
       "      'link': 'https://www.liepin.com/job/1953924825.shtml',\n",
       "      'salary': '15-25k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': ''},\n",
       "     'recruiter': {'recruiterName': '林先生',\n",
       "      'recruiterTitle': '',\n",
       "      'chatted': False,\n",
       "      'imId': 'a573748c409b4054c94f4d0c9b7b96ae',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9868f6d1ab58476f24a008u.jpg',\n",
       "      'recruiterId': 'ef09ce2cb7a99a66063b4de5c2da4e51'},\n",
       "     'comp': {'compStage': '融资未公开',\n",
       "      'compLogo': '6371ddbd64ae7150b5a9ee6603u.png',\n",
       "      'compId': 8685556,\n",
       "      'compScale': '50-99人',\n",
       "      'compName': '深圳市宏博通电子有限公司',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/8685556/'},\n",
       "     'dataParams': '{\"recruiterName\":\"林先生\",\"jobKind\":\"2\",\"jobId\":\"53924825\",\"imId\":\"a573748c409b4054c94f4d0c9b7b96ae\",\"imUserType\":\"2\",\"userId\":\"ef09ce2cb7a99a66063b4de5c2da4e51\",\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2259979785%22%2C%22ckId%22%3A%22ccfrqkuil9mr0e6wcxvib6ted50tsp7a%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22zpkt44khpwdhcmdduz78cvx5yuu4e0ra%22%2C%22fkId%22%3A%22ccfrqkuil9mr0e6wcxvib6ted50tsp7a%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['公关策划', '市场策划', '市场推广'],\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'dq': '深圳-南山区',\n",
       "      'jobKind': '2',\n",
       "      'jobId': '59979785',\n",
       "      'refreshTime': '20231018093434',\n",
       "      'title': '产品经理/PM  (天河MOS)',\n",
       "      'topJob': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=zpkt44khpwdhcmdduz78cvx5yuu4e0ra&fkId=ccfrqkuil9mr0e6wcxvib6ted50tsp7a&ckId=ccfrqkuil9mr0e6wcxvib6ted50tsp7a&sfrom=search_job_pc&curPage=0&pageSize=40&index=39',\n",
       "      'advViewFlag': False,\n",
       "      'link': 'https://www.liepin.com/job/1959979785.shtml',\n",
       "      'salary': '18-28k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': ''},\n",
       "     'recruiter': {'recruiterName': '吴女士',\n",
       "      'recruiterTitle': '',\n",
       "      'chatted': False,\n",
       "      'imId': 'e7c9fb77af9e5d165c4deb543ee50277',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg',\n",
       "      'recruiterId': 'd48638af05ac2fcec65ca77961cc0df0'},\n",
       "     'comp': {'compLogo': '6497a87d83239e43826dcf6004u.png',\n",
       "      'compId': 13577567,\n",
       "      'compScale': '500-999人',\n",
       "      'compName': '北天星电子(深圳)有限公司',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/13577567/'},\n",
       "     'dataParams': '{\"recruiterName\":\"吴女士\",\"jobKind\":\"2\",\"jobId\":\"59979785\",\"imId\":\"e7c9fb77af9e5d165c4deb543ee50277\",\"imUserType\":\"2\",\"userId\":\"d48638af05ac2fcec65ca77961cc0df0\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'}],\n",
       "   'compList': []},\n",
       "  'passThroughData': {'sfrom': 'search_job_pc',\n",
       "   'ckId': 'ccfrqkuil9mr0e6wcxvib6ted50tsp7a',\n",
       "   'scene': 'condition',\n",
       "   'skId': 'zpkt44khpwdhcmdduz78cvx5yuu4e0ra',\n",
       "   'fkId': 'ccfrqkuil9mr0e6wcxvib6ted50tsp7a'},\n",
       "  'pagination': {'currentPage': 0,\n",
       "   'pageSize': 40,\n",
       "   'totalPage': 10,\n",
       "   'totalCounts': 804,\n",
       "   'hasNext': False}}}"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "liepin_data = r.json()\n",
    "liepin_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9fc1b5ed",
   "metadata": {},
   "source": [
    "* 笔记\n",
    "* 动态页面获取关键步骤\n",
    "> 1. 如果获取不到数据，请首先做模拟用户，即模拟浏览器headers\n",
    "> 2.检查F12 Network部分XHR中参数的信息，确保与浏览器参数一致，先保证可以获取到数据\n",
    "> 3.在2的基础上，根据我们的数据需求优化参数数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "24e720ba",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 关于liepin核心参数的详细信息获取（帮助我们后续的分类查询）\n",
    "r = session.post(\n",
    "            url = 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job-cond-init',\n",
    "            data = json.dumps(payload), # POST请求带的参数\n",
    "            headers = liepin_headers    # 模拟真实用户\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "225970e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'salaries': [{'code': '0$3', 'name': '3K以下'},\n",
       "   {'code': '3$5', 'name': '3K-5k'},\n",
       "   {'code': '5$10', 'name': '5K-10k'},\n",
       "   {'code': '10$20', 'name': '10K-20k'},\n",
       "   {'code': '20$40', 'name': '20K-40k'},\n",
       "   {'code': '40$60', 'name': '40K-60k'},\n",
       "   {'code': '60$999', 'name': '60K以上'}],\n",
       "  'workExperiences': [{'code': '1', 'name': '应届生'},\n",
       "   {'code': '2', 'name': '实习生'},\n",
       "   {'code': '0$1', 'name': '1年以内'},\n",
       "   {'code': '1$3', 'name': '1-3年'},\n",
       "   {'code': '3$5', 'name': '3-5年'},\n",
       "   {'code': '5$10', 'name': '5-10年'},\n",
       "   {'code': '10$999', 'name': '10年以上'}],\n",
       "  'dqs': [],\n",
       "  'jobKinds': [{'code': '1', 'name': '猎头职位'}, {'code': '2', 'name': '企业职位'}],\n",
       "  'hotCities': [{'code': '410', 'name': '全国'},\n",
       "   {'code': '010', 'name': '北京'},\n",
       "   {'code': '020', 'name': '上海'},\n",
       "   {'code': '030', 'name': '天津'},\n",
       "   {'code': '040', 'name': '重庆'},\n",
       "   {'code': '050020', 'name': '广州'},\n",
       "   {'code': '050090', 'name': '深圳'},\n",
       "   {'code': '060080', 'name': '苏州'},\n",
       "   {'code': '060020', 'name': '南京'},\n",
       "   {'code': '070020', 'name': '杭州'},\n",
       "   {'code': '210040', 'name': '大连'},\n",
       "   {'code': '280020', 'name': '成都'},\n",
       "   {'code': '170020', 'name': '武汉'},\n",
       "   {'code': '270020', 'name': '西安'}],\n",
       "  'pubTimes': [{'code': '', 'name': '不限'},\n",
       "   {'code': '1', 'name': '一天以内'},\n",
       "   {'code': '3', 'name': '三天以内'},\n",
       "   {'code': '7', 'name': '一周以内'},\n",
       "   {'code': '30', 'name': '一个月以内'}],\n",
       "  'compScales': [{'code': '010', 'name': '1-49人'},\n",
       "   {'code': '020', 'name': '50-99人'},\n",
       "   {'code': '030', 'name': '100-499人'},\n",
       "   {'code': '040', 'name': '500-999人'},\n",
       "   {'code': '050', 'name': '1000-2000人'},\n",
       "   {'code': '060', 'name': '2000-5000人'},\n",
       "   {'code': '070', 'name': '5000-10000人'},\n",
       "   {'code': '080', 'name': '10000人以上'}],\n",
       "  'industries': [{'children': [{'code': 'H01', 'name': '不限'},\n",
       "     {'code': 'H0001', 'name': '游戏'},\n",
       "     {'code': 'H0002', 'name': '电子商务'},\n",
       "     {'code': 'H0003', 'name': '新零售'},\n",
       "     {'code': 'H0004', 'name': '在线社交/媒体'},\n",
       "     {'code': 'H0005', 'name': '生活服务O2O'},\n",
       "     {'code': 'H0006', 'name': '在线教育'},\n",
       "     {'code': 'H0007', 'name': '互联网医疗'},\n",
       "     {'code': 'H0008', 'name': '云计算/大数据'},\n",
       "     {'code': 'H0009', 'name': '人工智能'},\n",
       "     {'code': 'H0010', 'name': '物联网'},\n",
       "     {'code': 'H0011', 'name': '区块链'},\n",
       "     {'code': 'H0012', 'name': '网络/信息安全'},\n",
       "     {'code': 'H0013', 'name': '计算机软件'},\n",
       "     {'code': 'H0014', 'name': '计算机硬件'},\n",
       "     {'code': 'H0015', 'name': '智能硬件'},\n",
       "     {'code': 'H0016', 'name': 'IT服务'},\n",
       "     {'code': 'H0017', 'name': '互联网'}],\n",
       "    'code': 'H01',\n",
       "    'name': 'IT/互联网/游戏'},\n",
       "   {'children': [{'code': 'H02', 'name': '不限'},\n",
       "     {'code': 'H0018', 'name': '电子/半导体/集成电路'},\n",
       "     {'code': 'H0019', 'name': '智能硬件'},\n",
       "     {'code': 'H0020', 'name': '运营商/增值服务'},\n",
       "     {'code': 'H0021', 'name': '通信设备'}],\n",
       "    'code': 'H02',\n",
       "    'name': '电子/通信/半导体'},\n",
       "   {'children': [{'code': 'H03', 'name': '不限'},\n",
       "     {'code': 'H0022', 'name': '房地产开发经营'},\n",
       "     {'code': 'H0023', 'name': '房地产租赁/中介'},\n",
       "     {'code': 'H0024', 'name': '物业/商业管理'},\n",
       "     {'code': 'H0025', 'name': '建材'},\n",
       "     {'code': 'H0026', 'name': '工程管理/勘察/监理'},\n",
       "     {'code': 'H0027', 'name': '建筑/工程设计'},\n",
       "     {'code': 'H0028', 'name': '工程施工'},\n",
       "     {'code': 'H0029', 'name': '装饰装修'}],\n",
       "    'code': 'H03',\n",
       "    'name': '房地产/建筑'},\n",
       "   {'children': [{'code': 'H04', 'name': '不限'},\n",
       "     {'code': 'H0030', 'name': '银行'},\n",
       "     {'code': 'H0031', 'name': '保险'},\n",
       "     {'code': 'H0032', 'name': '基金/证券/期货'},\n",
       "     {'code': 'H0033', 'name': '资产管理'},\n",
       "     {'code': 'H0034', 'name': '担保/拍卖/典当'},\n",
       "     {'code': 'H0035', 'name': '信托'},\n",
       "     {'code': 'H0036', 'name': '科技金融'},\n",
       "     {'code': 'H0037', 'name': '融资租赁/保理'},\n",
       "     {'code': 'H0038', 'name': '其他金融'}],\n",
       "    'code': 'H04',\n",
       "    'name': '金融'},\n",
       "   {'children': [{'code': 'H05', 'name': '不限'},\n",
       "     {'code': 'H0039', 'name': '食品/饮料/酒水'},\n",
       "     {'code': 'H0040', 'name': '日化'},\n",
       "     {'code': 'H0041', 'name': '烟草'},\n",
       "     {'code': 'H0042', 'name': '服装/纺织/皮革'},\n",
       "     {'code': 'H0043', 'name': '家具/家居'},\n",
       "     {'code': 'H0044', 'name': '家电'},\n",
       "     {'code': 'H0045', 'name': '办公用品/设备'},\n",
       "     {'code': 'H0046', 'name': '工艺品'},\n",
       "     {'code': 'H0047', 'name': '珠宝/首饰'},\n",
       "     {'code': 'H0048', 'name': '文娱用品/器材'},\n",
       "     {'code': 'H0049', 'name': '日用杂品'}],\n",
       "    'code': 'H05',\n",
       "    'name': '消费品'},\n",
       "   {'children': [{'code': 'H06', 'name': '不限'},\n",
       "     {'code': 'H0050', 'name': '制药'},\n",
       "     {'code': 'H0051', 'name': '生物技术'},\n",
       "     {'code': 'H0052', 'name': '医疗器械'},\n",
       "     {'code': 'H0053', 'name': '医疗机构'},\n",
       "     {'code': 'H0054', 'name': '医药流通'},\n",
       "     {'code': 'H0055', 'name': '医药外包'}],\n",
       "    'code': 'H06',\n",
       "    'name': '医疗健康'},\n",
       "   {'children': [{'code': 'H07', 'name': '不限'},\n",
       "     {'code': 'H0056', 'name': '汽车零部件及配件'},\n",
       "     {'code': 'H0057', 'name': '整车制造'},\n",
       "     {'code': 'H0058', 'name': '新能源汽车'},\n",
       "     {'code': 'H0059', 'name': '汽车交易/后市场'}],\n",
       "    'code': 'H07',\n",
       "    'name': '汽车'},\n",
       "   {'children': [{'code': 'H08', 'name': '不限'},\n",
       "     {'code': 'H0060', 'name': '机械/设备'},\n",
       "     {'code': 'H0061', 'name': '电气机械/器材'},\n",
       "     {'code': 'H0062', 'name': '仪器仪表'},\n",
       "     {'code': 'H0063', 'name': '轨道交通/船舶设备'},\n",
       "     {'code': 'H0064', 'name': '航空/航天设备'},\n",
       "     {'code': 'H0065', 'name': '新材料'},\n",
       "     {'code': 'H0066', 'name': '金属制品'},\n",
       "     {'code': 'H0067', 'name': '非金属矿物制品'},\n",
       "     {'code': 'H0068', 'name': '橡胶/塑料制品'},\n",
       "     {'code': 'H0069', 'name': '印刷/包装/造纸'},\n",
       "     {'code': 'H0070', 'name': '工业自动化'},\n",
       "     {'code': 'H0071', 'name': '家电'},\n",
       "     {'code': 'H0072', 'name': '家具/家居'},\n",
       "     {'code': 'H0073', 'name': '其他制造业'}],\n",
       "    'code': 'H08',\n",
       "    'name': '机械/制造'},\n",
       "   {'children': [{'code': 'H09', 'name': '不限'},\n",
       "     {'code': 'H0074', 'name': '学前教育'},\n",
       "     {'code': 'H0075', 'name': '学校教育'},\n",
       "     {'code': 'H0076', 'name': '培训服务'},\n",
       "     {'code': 'H0077', 'name': '其他教育培训'},\n",
       "     {'code': 'H0086', 'name': '学术/科研'}],\n",
       "    'code': 'H09',\n",
       "    'name': '教育培训/科研'},\n",
       "   {'children': [{'code': 'H10', 'name': '不限'},\n",
       "     {'code': 'H0078', 'name': '法律服务'},\n",
       "     {'code': 'H0079', 'name': '人力资源服务'},\n",
       "     {'code': 'H0080', 'name': '财务/审计/税务'},\n",
       "     {'code': 'H0081', 'name': '知识产权服务'},\n",
       "     {'code': 'H0082', 'name': '翻译服务'},\n",
       "     {'code': 'H0083', 'name': '咨询服务'},\n",
       "     {'code': 'H0084', 'name': '租赁业'},\n",
       "     {'code': 'H0085', 'name': '检测/认证'},\n",
       "     {'code': 'H0087', 'name': '专业技术服务'},\n",
       "     {'code': 'H0088', 'name': '科技推广服务'},\n",
       "     {'code': 'H0089', 'name': '其他商务服务业'}],\n",
       "    'code': 'H10',\n",
       "    'name': '专业服务'},\n",
       "   {'children': [{'code': 'H11', 'name': '不限'},\n",
       "     {'code': 'H0090', 'name': '广告/公关/会展'},\n",
       "     {'code': 'H0091', 'name': '广播/影视/录音'},\n",
       "     {'code': 'H0092', 'name': '新闻和出版业'},\n",
       "     {'code': 'H0093', 'name': '文化艺术业'},\n",
       "     {'code': 'H0094', 'name': '体育'}],\n",
       "    'code': 'H11',\n",
       "    'name': '广告/传媒/文化/体育'},\n",
       "   {'children': [{'code': 'H12', 'name': '不限'},\n",
       "     {'code': 'H0095', 'name': '餐饮业'},\n",
       "     {'code': 'H0096', 'name': '酒店/民宿'},\n",
       "     {'code': 'H0097', 'name': '旅游'},\n",
       "     {'code': 'H0098', 'name': '室内娱乐'},\n",
       "     {'code': 'H0099', 'name': '家政服务'},\n",
       "     {'code': 'H0100', 'name': '养老服务'},\n",
       "     {'code': 'H0101', 'name': '美容/美发/保健'},\n",
       "     {'code': 'H0102', 'name': '婚嫁/摄影'},\n",
       "     {'code': 'H0103', 'name': '宠物服务'},\n",
       "     {'code': 'H0104', 'name': '其他生活服务'}],\n",
       "    'code': 'H12',\n",
       "    'name': '生活服务'},\n",
       "   {'children': [{'code': 'H13', 'name': '不限'},\n",
       "     {'code': 'H0105', 'name': '民航/铁路/公路/水路客运'},\n",
       "     {'code': 'H0106', 'name': '货运/物流/仓储'},\n",
       "     {'code': 'H0107', 'name': '邮政/快递'},\n",
       "     {'code': 'H0108', 'name': '贸易/进出口'},\n",
       "     {'code': 'H0109', 'name': '批发/零售'}],\n",
       "    'code': 'H13',\n",
       "    'name': '交通/物流/贸易/零售'},\n",
       "   {'children': [{'code': 'H14', 'name': '不限'},\n",
       "     {'code': 'H0110', 'name': '矿产开采'},\n",
       "     {'code': 'H0111', 'name': '金属冶炼'},\n",
       "     {'code': 'H0112', 'name': '煤炭/燃料加工'},\n",
       "     {'code': 'H0113', 'name': '电力/热力/燃气/水务'},\n",
       "     {'code': 'H0114', 'name': '新能源'},\n",
       "     {'code': 'H0115', 'name': '石化'},\n",
       "     {'code': 'H0116', 'name': '化工'},\n",
       "     {'code': 'H0117', 'name': '环保'}],\n",
       "    'code': 'H14',\n",
       "    'name': '能源/化工/环保'},\n",
       "   {'children': [{'code': 'H15', 'name': '不限'},\n",
       "     {'code': 'H0118', 'name': '政府/公共事业'},\n",
       "     {'code': 'H0119', 'name': '非营利组织'},\n",
       "     {'code': 'H0120', 'name': '农/林/牧/渔'},\n",
       "     {'code': 'H0121', 'name': '其他行业'}],\n",
       "    'code': 'H15',\n",
       "    'name': '政府/非营利组织/其他'}],\n",
       "  'famousComps': [{'code': 'qua_0004', 'name': '财富中国500强'},\n",
       "   {'code': 'qua_0009', 'name': '创新企业100强'},\n",
       "   {'code': 'qua_0005', 'name': '制造业500强'},\n",
       "   {'code': 'qua_0003', 'name': '专精特新企业'},\n",
       "   {'code': 'qua_0001', 'name': '高新技术企业'},\n",
       "   {'code': 'qua_0008', 'name': '独角兽'}],\n",
       "  'educations': [{'code': '010', 'name': '博士'},\n",
       "   {'code': '020', 'name': 'MBA/EMBA'},\n",
       "   {'code': '030', 'name': '硕士'},\n",
       "   {'code': '040', 'name': '本科'},\n",
       "   {'code': '050', 'name': '大专'},\n",
       "   {'code': '060', 'name': '中专/中技'},\n",
       "   {'code': '080', 'name': '高中'},\n",
       "   {'code': '090', 'name': '初中及以下'}],\n",
       "  'financeStages': [{'code': '01', 'name': '天使轮'},\n",
       "   {'code': '02', 'name': 'A轮'},\n",
       "   {'code': '03', 'name': 'B轮'},\n",
       "   {'code': '04', 'name': 'C轮'},\n",
       "   {'code': '05', 'name': 'D轮及以上'},\n",
       "   {'code': '06', 'name': '已上市'},\n",
       "   {'code': '07', 'name': '战略融资'},\n",
       "   {'code': '08', 'name': '融资未公开'},\n",
       "   {'code': '99', 'name': '其他'}],\n",
       "  'compNatures': [{'code': '010', 'name': '外商独资·外企办事处'},\n",
       "   {'code': '020', 'name': '中外合营(合资·合作)'},\n",
       "   {'code': '030', 'name': '私营·民营企业'},\n",
       "   {'code': '040', 'name': '国有企业'},\n",
       "   {'code': '050', 'name': '国内上市公司'},\n",
       "   {'code': '060', 'name': '政府机关/非盈利机构'},\n",
       "   {'code': '070', 'name': '事业单位'},\n",
       "   {'code': '999', 'name': '其他'}]}}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "condition = r.json()\n",
    "condition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "3dea045d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 根据数据需求优化请求参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a176ff08",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "42f351c0",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>批发/零售</td>\n",
       "      <td>https://www.liepin.com/company/9683459/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"卢女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>61351495</td>\n",
       "      <td>20231011145658</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>951c0e43beca800e2b73511179cc706d</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>9897785.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>腾盛科技</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>https://www.liepin.com/company/9897785/</td>\n",
       "      <td>战略投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"杨先生\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>2</td>\n",
       "      <td>47307987</td>\n",
       "      <td>20231018091157</td>\n",
       "      <td>产品经理PM</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>dd0950349f402d2194eb8148a132ff22</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>9579944.0</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>深圳市盈辉电子有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/9579944/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"郑女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>2</td>\n",
       "      <td>57342597</td>\n",
       "      <td>20231018085747</td>\n",
       "      <td>PM 产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>0f490e3b52d7b4d209f146570e06808e</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>8921762.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>鹏源电子</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/8921762/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"卢女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[数据产品, 电子/半导体/集成电路, 市场调研, 数据分析, 产品规划]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2</td>\n",
       "      <td>54319281</td>\n",
       "      <td>20221123151858</td>\n",
       "      <td>产品经理PM</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>62fc9cee804e287457021c6403u.png</td>\n",
       "      <td>997ac596617df43a6fc5e5a3185cdff3</td>\n",
       "      <td>62fc973a9e4c1713c988b8b103u.jpg</td>\n",
       "      <td>9443633.0</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>雅全电子</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/9443633/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"黄女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[to C, 产品规划, 团队管理]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>2</td>\n",
       "      <td>57179331</td>\n",
       "      <td>20230707142907</td>\n",
       "      <td>PM产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>6bd83db4d420cd80a3b249221be97dc4</td>\n",
       "      <td>619fea551bd4fb704e8f5f9304u.jpg</td>\n",
       "      <td>13391655.0</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>深圳市宣盈科技有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/13391655/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[产品规划, 运营管理]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>38687185</td>\n",
       "      <td>20230714142301</td>\n",
       "      <td>产品经理/PM</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>784ac3ccc4474b6f71a2c9fecf9f2948</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>10016683.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>深圳市宏旺微电子有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/10016683/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"郑女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>60604499</td>\n",
       "      <td>20230807163133</td>\n",
       "      <td>PM产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>c2a37beb635ce04c1a47493faf33028d</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>12157595.0</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>深圳市亿诚伟业电子有限公司</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>https://www.liepin.com/company/12157595/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"吴女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[硬件行业, 合同管理, 医疗险, 保险业, 客户管理]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>58710945</td>\n",
       "      <td>20231018115310</td>\n",
       "      <td>教育终端行业销售经理</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>19a6e5b1e5bb85447b4adaffe3e15101</td>\n",
       "      <td>5fc5f65f0757911709487ea406u.png</td>\n",
       "      <td>9450692.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>汇联时代</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>https://www.liepin.com/company/9450692/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"郑女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[产品线, 功率器件, 电子/半导体/集成电路, 半导体, 储能电源, 光伏, 光伏逆变器,...</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>2</td>\n",
       "      <td>59431759</td>\n",
       "      <td>20231018085747</td>\n",
       "      <td>PM产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>0f490e3b52d7b4d209f146570e06808e</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>8921762.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>鹏源电子</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/8921762/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[客户端产品, 电子/半导体/集成电路, 用户研究]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>2</td>\n",
       "      <td>56533879</td>\n",
       "      <td>20230608101922</td>\n",
       "      <td>产品经理（PM）</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>1185646b724f9912c393eccc5f8b43d1</td>\n",
       "      <td>60eeb62a5f5b8a6b840f236a08u.png</td>\n",
       "      <td>12830957.0</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>深圳市高维智创科技有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/12830957/</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"谢女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[电子/半导体/集成电路, 产品规划]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2</td>\n",
       "      <td>42655681</td>\n",
       "      <td>20220112095751</td>\n",
       "      <td>IC MOS PM（产品经理）</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>94fb0d3abd562875ae4d2efd2ed88bef</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>12362853.0</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>深圳市鑫鼎兴电子有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/12362853/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>53733605</td>\n",
       "      <td>20221108191636</td>\n",
       "      <td>产品经理PM</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>59155e63732ffa0eb9903f0bd7b26bb3</td>\n",
       "      <td>63f4970e3ee568020853bf4708u.png</td>\n",
       "      <td>8444719.0</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>深圳市汇芯微电子有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/8444719/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"彭先生\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>2</td>\n",
       "      <td>61836299</td>\n",
       "      <td>20231014225537</td>\n",
       "      <td>产品规划高级工程师</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>826261ffe5293ba9725295057618d436</td>\n",
       "      <td>5eb246054ff090104e41a46102u.png</td>\n",
       "      <td>8019656.0</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>深圳市景旺电子股份有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/8019656/</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"吴女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[电子/半导体/集成电路]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2</td>\n",
       "      <td>45491147</td>\n",
       "      <td>20230106153857</td>\n",
       "      <td>pm产品经理（BOURNS/GD）</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>23b668b7ef4cec0daa4401da99b69788</td>\n",
       "      <td>5bfe93da74719d9f609ab36d03a.png</td>\n",
       "      <td>9329168.0</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>深圳市富临通实业股份有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/9329168/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"何先生\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[市场推广, 品牌推广, 市场调研分析, 市场策划]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>深圳-龙岗区</td>\n",
       "      <td>2</td>\n",
       "      <td>44818711</td>\n",
       "      <td>20231008102316</td>\n",
       "      <td>代理商产品经理/PM（半导体）</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>040fb0f423490892184c70bb77110c0f</td>\n",
       "      <td>627b816f4924691322d3f19108u.png</td>\n",
       "      <td>9630695.0</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>智楠半导体</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/9630695/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"缪女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[客户端产品, 定价/竞价产品, 策略产品, 电子/半导体/集成电路, 需求挖掘, 用户研究...</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2</td>\n",
       "      <td>58176355</td>\n",
       "      <td>20230427102409</td>\n",
       "      <td>产品经理（pm）深圳</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>03d7bbf45f592b5e491bc7a716e5d09f</td>\n",
       "      <td>5bfe949074719dc6ed73f25e03a.png</td>\n",
       "      <td>9196023.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>苏州达亚电子有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/9196023/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"易女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[IT互联网, 产品设计]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2</td>\n",
       "      <td>47887113</td>\n",
       "      <td>20230605105547</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>3806e4c9b09729ee5215ae721f1be529</td>\n",
       "      <td>5e9fd6104ff090104e33c9fd03u.jpg</td>\n",
       "      <td>12178107.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>深圳保诚科技有限公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/12178107/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"袁女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[MCU]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>2</td>\n",
       "      <td>59365511</td>\n",
       "      <td>20230615160429</td>\n",
       "      <td>PM产品经理(MCU)(A71416)</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>c85e199241a8420d3dd2e3aa42fe9db6</td>\n",
       "      <td>5bfe9ae574719df0ac99eb9e03a.png</td>\n",
       "      <td>9264209.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>安芯易电子商务(深圳)有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/9264209/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"颜女士\",\"jobKind\":\"1\",\"jobId\":\"...</td>\n",
       "      <td>[FAE推广经验, MCU FLASH 马达驱动, 产品经理]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>1</td>\n",
       "      <td>49034385</td>\n",
       "      <td>20230831114656</td>\n",
       "      <td>芯片PM/产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>619300c394769f74044e3b7908u.jpg</td>\n",
       "      <td>c5ef68a3d93d003709bb7f3e75625c3e</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>某深圳电子/半导体/集成电路公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"吴先生\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[风控产品, 定价/竞价产品, 商业产品, 产品规划]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>51100729</td>\n",
       "      <td>20230913175353</td>\n",
       "      <td>PM产品线经理</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>655189aaeb9f2e69bcd8e3058ab50644</td>\n",
       "      <td>60c99a3097fa5b08538e49c201u.png</td>\n",
       "      <td>9801461.0</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>联芯半导体</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/9801461/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"牛先生\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[硬件产品, 电子/半导体/集成电路, 电子产品及配件, 硬件系统集成, 产品设计, 团队管理]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>46403353</td>\n",
       "      <td>20230608103752</td>\n",
       "      <td>pm产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>7c5ea6276883031209b43a85489ebd79</td>\n",
       "      <td>5bfea38674719d2aa34c8d9d03a.png</td>\n",
       "      <td>7887636.0</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>圣邦微电子</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/7887636/</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[电子/半导体/集成电路, 芯片, 电源, 英语  CET 4]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>57461055</td>\n",
       "      <td>20230906141647</td>\n",
       "      <td>电源类产品经理  PM</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>14f85714e665eb988218b01a0cdef1a2</td>\n",
       "      <td>6425412ad49ec84475ae472c07u.png</td>\n",
       "      <td>8149229.0</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>宁波港德创新电子有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/8149229/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"康女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[电子/半导体/集成电路]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-龙岗区</td>\n",
       "      <td>2</td>\n",
       "      <td>48925843</td>\n",
       "      <td>20230516171856</td>\n",
       "      <td>PM产品线经理</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>6c0f2bc439ab48895c4ca854d08fcbff</td>\n",
       "      <td>5bfffae474719da073f0f8db03u.png</td>\n",
       "      <td>9402293.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>深圳欧凯鑫锐科技有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/9402293/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[电子元器件, 工业自动化, 新能源, 产品经理, 被动元件, 分立器件]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>56671333</td>\n",
       "      <td>20231018092113</td>\n",
       "      <td>产品经理/PM</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>64ae1eb15b376d6e1d676d6302u.png</td>\n",
       "      <td>9558d6cee02396c88aa5df08719d318e</td>\n",
       "      <td>640151168f07104b6e82343802u.png</td>\n",
       "      <td>8223169.0</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>捷迈科技</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>https://www.liepin.com/company/8223169/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[电子/半导体/集成电路, 电源, 芯片, 英语 CET 4]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>57460851</td>\n",
       "      <td>20230906141647</td>\n",
       "      <td>电源芯片类产品经理PM  偏销售</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>14f85714e665eb988218b01a0cdef1a2</td>\n",
       "      <td>6425412ad49ec84475ae472c07u.png</td>\n",
       "      <td>8149229.0</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>宁波港德创新电子有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/8149229/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"袁女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[电源]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>2</td>\n",
       "      <td>59979897</td>\n",
       "      <td>20230713140031</td>\n",
       "      <td>PM产品经理(电源)</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>c85e199241a8420d3dd2e3aa42fe9db6</td>\n",
       "      <td>5bfe9ae574719df0ac99eb9e03a.png</td>\n",
       "      <td>9264209.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>安芯易电子商务(深圳)有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/9264209/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"郭女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[FAE, PM, 硬件工程师]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>深圳-龙岗区</td>\n",
       "      <td>2</td>\n",
       "      <td>48314351</td>\n",
       "      <td>20220617101804</td>\n",
       "      <td>pm产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6238307802ce8915f744b8de02u.png</td>\n",
       "      <td>6e5a2122c892e37b9acc4a7f2fc04267</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13138733.0</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>鸿基无线通信(深圳)有限公司</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>https://www.liepin.com/company/13138733/</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"莫女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[广电行业, 家电行业, 数据挖掘, 产品规划, 市场调研]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>2</td>\n",
       "      <td>57464877</td>\n",
       "      <td>20230331163424</td>\n",
       "      <td>产品经理PM+电子元器件</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6349329a89eae73861ef87a207u.png</td>\n",
       "      <td>2063829fc331e2921858e9602b8b393d</td>\n",
       "      <td>5bfe9ae574719df0ac99eb9e03a.png</td>\n",
       "      <td>9264209.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>安芯易电子商务(深圳)有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/9264209/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>54022229</td>\n",
       "      <td>20221227135542</td>\n",
       "      <td>PM/产品经理-FPGA</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>629e6e4a42be4137c3b30cc79717377e</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13280845.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>世辉电子(深圳)有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/13280845/</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2</td>\n",
       "      <td>47036483</td>\n",
       "      <td>20220407104208</td>\n",
       "      <td>Product Manager/产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>f42b71c711a2f777a7b752226ab22705</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>8327266.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>世健国际贸易(上海)有限公司深圳分公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/8327266/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"郭女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[电子器件, 电子元器件, 电子/半导体/集成电路]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>2</td>\n",
       "      <td>49705691</td>\n",
       "      <td>20220617101745</td>\n",
       "      <td>pm产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6238307802ce8915f744b8de02u.png</td>\n",
       "      <td>6e5a2122c892e37b9acc4a7f2fc04267</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13138733.0</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>鸿基无线通信(深圳)有限公司</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>https://www.liepin.com/company/13138733/</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"丁女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[电子/半导体/集成电路]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>2</td>\n",
       "      <td>47634465</td>\n",
       "      <td>20220422085429</td>\n",
       "      <td>PM产品经理（电子元器件）</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>ba8824bf3ef3f7dcaa291492169f1015</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>9233955.0</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>勤迈电子</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>https://www.liepin.com/company/9233955/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"丁女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[电子/半导体/集成电路]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>2</td>\n",
       "      <td>48966605</td>\n",
       "      <td>20220422085429</td>\n",
       "      <td>产品经理/PM（电子元器件）</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>ba8824bf3ef3f7dcaa291492169f1015</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>9233955.0</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>勤迈电子</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>https://www.liepin.com/company/9233955/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"黄女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[PM   产品经理 ]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>2</td>\n",
       "      <td>57419719</td>\n",
       "      <td>20230918100432</td>\n",
       "      <td>PM/产品经理-半导体</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>65a5052f8195188f914c73ffba380d3d</td>\n",
       "      <td>5ea2845382b0b02ff416453507u.png</td>\n",
       "      <td>10240879.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>深圳市佳合美电子有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/10240879/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>56077389</td>\n",
       "      <td>20231018090247</td>\n",
       "      <td>PM产品经理-NXP（汽车/工业）</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>24fb1f969dac5155bedac017b06624a2</td>\n",
       "      <td>63ff2cc82ee0b127c7825f6108u.png</td>\n",
       "      <td>8237045.0</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>文晔领科商贸(深圳)有限公司</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>https://www.liepin.com/company/8237045/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"夏先生\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[产品经理, 大客户经理]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>2</td>\n",
       "      <td>55607915</td>\n",
       "      <td>20230321114217</td>\n",
       "      <td>通讯模组PM产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>e0d232ebb1c621fdf0276345a5c214a6</td>\n",
       "      <td>6371ddbd64ae7150b5a9ee6603u.png</td>\n",
       "      <td>8685556.0</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>深圳市宏博通电子有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/8685556/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"林先生\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>2</td>\n",
       "      <td>53924825</td>\n",
       "      <td>20230202143152</td>\n",
       "      <td>MOS管 PM产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>ef09ce2cb7a99a66063b4de5c2da4e51</td>\n",
       "      <td>6371ddbd64ae7150b5a9ee6603u.png</td>\n",
       "      <td>8685556.0</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>深圳市宏博通电子有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/8685556/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"吴女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[公关策划, 市场策划, 市场推广]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>59979785</td>\n",
       "      <td>20231018093434</td>\n",
       "      <td>产品经理/PM  (天河MOS)</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>d48638af05ac2fcec65ca77961cc0df0</td>\n",
       "      <td>6497a87d83239e43826dcf6004u.png</td>\n",
       "      <td>13577567.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>北天星电子(深圳)有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/13577567/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "1   {\"recruiterName\":\"陈女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "2   {\"recruiterName\":\"卢女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "3   {\"recruiterName\":\"杨先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "4   {\"recruiterName\":\"郑女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "5   {\"recruiterName\":\"卢女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "6   {\"recruiterName\":\"黄女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "7   {\"recruiterName\":\"张女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "8   {\"recruiterName\":\"郑女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "9   {\"recruiterName\":\"吴女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "10  {\"recruiterName\":\"郑女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "11  {\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "12  {\"recruiterName\":\"谢女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "13  {\"recruiterName\":\"张女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "14  {\"recruiterName\":\"彭先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "15  {\"recruiterName\":\"吴女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "16  {\"recruiterName\":\"何先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "17  {\"recruiterName\":\"缪女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "18  {\"recruiterName\":\"易女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "19  {\"recruiterName\":\"袁女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "20  {\"recruiterName\":\"颜女士\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       "21  {\"recruiterName\":\"吴先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "22  {\"recruiterName\":\"牛先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "23  {\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "24  {\"recruiterName\":\"康女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "25  {\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "26  {\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "27  {\"recruiterName\":\"袁女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "28  {\"recruiterName\":\"郭女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "29  {\"recruiterName\":\"莫女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "30  {\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "31  {\"recruiterName\":\"张女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "32  {\"recruiterName\":\"郭女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "33  {\"recruiterName\":\"丁女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "34  {\"recruiterName\":\"丁女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "35  {\"recruiterName\":\"黄女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "36  {\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "37  {\"recruiterName\":\"夏先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "38  {\"recruiterName\":\"林先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "39  {\"recruiterName\":\"吴女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "\n",
       "                                           job.labels job.requireWorkYears  \\\n",
       "0                                                  []                 3-5年   \n",
       "1                                        [交易产品, 产品设计]                 3-5年   \n",
       "2                                                  []                 3-5年   \n",
       "3                                                  []                 3-5年   \n",
       "4                                                  []                 3-5年   \n",
       "5               [数据产品, 电子/半导体/集成电路, 市场调研, 数据分析, 产品规划]                 3-5年   \n",
       "6                                  [to C, 产品规划, 团队管理]                 3-5年   \n",
       "7                                        [产品规划, 运营管理]                 3-5年   \n",
       "8                                                  []                 3-5年   \n",
       "9                        [硬件行业, 合同管理, 医疗险, 保险业, 客户管理]                 3-5年   \n",
       "10  [产品线, 功率器件, 电子/半导体/集成电路, 半导体, 储能电源, 光伏, 光伏逆变器,...                 3-5年   \n",
       "11                         [客户端产品, 电子/半导体/集成电路, 用户研究]                 3-5年   \n",
       "12                                [电子/半导体/集成电路, 产品规划]                 3-5年   \n",
       "13                                                 []                 3-5年   \n",
       "14                                                 []                 3-5年   \n",
       "15                                      [电子/半导体/集成电路]                 3-5年   \n",
       "16                         [市场推广, 品牌推广, 市场调研分析, 市场策划]                 3-5年   \n",
       "17  [客户端产品, 定价/竞价产品, 策略产品, 电子/半导体/集成电路, 需求挖掘, 用户研究...                 3-5年   \n",
       "18                                      [IT互联网, 产品设计]                 3-5年   \n",
       "19                                              [MCU]                 3-5年   \n",
       "20                    [FAE推广经验, MCU FLASH 马达驱动, 产品经理]                 3-5年   \n",
       "21                        [风控产品, 定价/竞价产品, 商业产品, 产品规划]                 3-5年   \n",
       "22   [硬件产品, 电子/半导体/集成电路, 电子产品及配件, 硬件系统集成, 产品设计, 团队管理]                 3-5年   \n",
       "23                   [电子/半导体/集成电路, 芯片, 电源, 英语  CET 4]                 3-5年   \n",
       "24                                      [电子/半导体/集成电路]                 3-5年   \n",
       "25              [电子元器件, 工业自动化, 新能源, 产品经理, 被动元件, 分立器件]                 3-5年   \n",
       "26                    [电子/半导体/集成电路, 电源, 芯片, 英语 CET 4]                 3-5年   \n",
       "27                                               [电源]                 3-5年   \n",
       "28                                   [FAE, PM, 硬件工程师]                 3-5年   \n",
       "29                     [广电行业, 家电行业, 数据挖掘, 产品规划, 市场调研]                 3-5年   \n",
       "30                                                 []                 3-5年   \n",
       "31                                                 []                 3-5年   \n",
       "32                         [电子器件, 电子元器件, 电子/半导体/集成电路]                 3-5年   \n",
       "33                                      [电子/半导体/集成电路]                 3-5年   \n",
       "34                                      [电子/半导体/集成电路]                 3-5年   \n",
       "35                                       [PM   产品经理 ]                 3-5年   \n",
       "36                                                 []                 3-5年   \n",
       "37                                      [产品经理, 大客户经理]                 3-5年   \n",
       "38                                                 []                 3-5年   \n",
       "39                                 [公关策划, 市场策划, 市场推广]                 3-5年   \n",
       "\n",
       "   job.requireEduLevel  job.dq job.jobKind job.jobId job.refreshTime  \\\n",
       "0                   本科  深圳-宝安区           2  61436019  20231008092358   \n",
       "1                   本科  深圳-龙岗区           2  62238045  20231017140508   \n",
       "2                   本科  深圳-南山区           2  61351495  20231011145658   \n",
       "3                 统招本科  深圳-宝安区           2  47307987  20231018091157   \n",
       "4                   大专  深圳-福田区           2  57342597  20231018085747   \n",
       "5                   本科      深圳           2  54319281  20221123151858   \n",
       "6                   大专  深圳-福田区           2  57179331  20230707142907   \n",
       "7                   大专  深圳-南山区           2  38687185  20230714142301   \n",
       "8                   本科  深圳-南山区           2  60604499  20230807163133   \n",
       "9                   大专  深圳-南山区           2  58710945  20231018115310   \n",
       "10                  大专  深圳-福田区           2  59431759  20231018085747   \n",
       "11                统招本科  深圳-宝安区           2  56533879  20230608101922   \n",
       "12                  大专      深圳           2  42655681  20220112095751   \n",
       "13                  本科  深圳-南山区           2  53733605  20221108191636   \n",
       "14                  本科  深圳-宝安区           2  61836299  20231014225537   \n",
       "15                  本科      深圳           2  45491147  20230106153857   \n",
       "16                  大专  深圳-龙岗区           2  44818711  20231008102316   \n",
       "17                  本科      深圳           2  58176355  20230427102409   \n",
       "18                统招本科      深圳           2  47887113  20230605105547   \n",
       "19                  大专  深圳-福田区           2  59365511  20230615160429   \n",
       "20                  本科  深圳-宝安区           1  49034385  20230831114656   \n",
       "21                统招本科  深圳-南山区           2  51100729  20230913175353   \n",
       "22                  本科  深圳-南山区           2  46403353  20230608103752   \n",
       "23                  大专  深圳-南山区           2  57461055  20230906141647   \n",
       "24                  本科  深圳-龙岗区           2  48925843  20230516171856   \n",
       "25                  本科  深圳-南山区           2  56671333  20231018092113   \n",
       "26                  大专  深圳-南山区           2  57460851  20230906141647   \n",
       "27                  大专  深圳-福田区           2  59979897  20230713140031   \n",
       "28                  大专  深圳-龙岗区           2  48314351  20220617101804   \n",
       "29                  大专  深圳-福田区           2  57464877  20230331163424   \n",
       "30                  大专  深圳-南山区           2  54022229  20221227135542   \n",
       "31                  大专      深圳           2  47036483  20220407104208   \n",
       "32                  本科  深圳-龙华区           2  49705691  20220617101745   \n",
       "33                  大专  深圳-龙华区           2  47634465  20220422085429   \n",
       "34                  大专  深圳-龙华区           2  48966605  20220422085429   \n",
       "35                  大专  深圳-福田区           2  57419719  20230918100432   \n",
       "36                统招本科  深圳-南山区           2  56077389  20231018090247   \n",
       "37                统招本科  深圳-福田区           2  55607915  20230321114217   \n",
       "38                  本科  深圳-福田区           2  53924825  20230202143152   \n",
       "39                  大专  深圳-南山区           2  59979785  20231018093434   \n",
       "\n",
       "               job.title  ...  recruiter.imUserType  \\\n",
       "0           PM产品经理（功率器件）  ...                     2   \n",
       "1                   产品经理  ...                     2   \n",
       "2                   产品经理  ...                     2   \n",
       "3                 产品经理PM  ...                     2   \n",
       "4                PM 产品经理  ...                     2   \n",
       "5                 产品经理PM  ...                     2   \n",
       "6                 PM产品经理  ...                     2   \n",
       "7                产品经理/PM  ...                     2   \n",
       "8                 PM产品经理  ...                     2   \n",
       "9             教育终端行业销售经理  ...                     2   \n",
       "10                PM产品经理  ...                     2   \n",
       "11              产品经理（PM）  ...                     2   \n",
       "12       IC MOS PM（产品经理）  ...                     2   \n",
       "13                产品经理PM  ...                     2   \n",
       "14             产品规划高级工程师  ...                     2   \n",
       "15     pm产品经理（BOURNS/GD）  ...                     2   \n",
       "16       代理商产品经理/PM（半导体）  ...                     2   \n",
       "17            产品经理（pm）深圳  ...                     2   \n",
       "18   产品经理Product Manager  ...                     2   \n",
       "19   PM产品经理(MCU)(A71416)  ...                     2   \n",
       "20             芯片PM/产品经理  ...                     2   \n",
       "21               PM产品线经理  ...                     2   \n",
       "22                pm产品经理  ...                     2   \n",
       "23           电源类产品经理  PM  ...                     2   \n",
       "24               PM产品线经理  ...                     2   \n",
       "25               产品经理/PM  ...                     2   \n",
       "26      电源芯片类产品经理PM  偏销售  ...                     2   \n",
       "27            PM产品经理(电源)  ...                     2   \n",
       "28                pm产品经理  ...                     2   \n",
       "29          产品经理PM+电子元器件  ...                     2   \n",
       "30          PM/产品经理-FPGA  ...                     2   \n",
       "31  Product Manager/产品经理  ...                     2   \n",
       "32                pm产品经理  ...                     2   \n",
       "33         PM产品经理（电子元器件）  ...                     2   \n",
       "34        产品经理/PM（电子元器件）  ...                     2   \n",
       "35           PM/产品经理-半导体  ...                     2   \n",
       "36     PM产品经理-NXP（汽车/工业）  ...                     2   \n",
       "37            通讯模组PM产品经理  ...                     2   \n",
       "38           MOS管 PM产品经理  ...                     2   \n",
       "39      产品经理/PM  (天河MOS)  ...                     2   \n",
       "\n",
       "           recruiter.recruiterPhoto             recruiter.recruiterId  \\\n",
       "0   5bd3bc2c8e50b2deb642ce5704a.jpg  e055293ceb97e8ba80dc6f4632770b9d   \n",
       "1   5f8f986779c7cc70efbf36c008u.jpg  92f38741e9f55274a7272690b891b6c4   \n",
       "2   5f8f98648dbe6273dcf8515508u.jpg  951c0e43beca800e2b73511179cc706d   \n",
       "3   5f8f986c79c7cc70efbf36c808u.jpg  dd0950349f402d2194eb8148a132ff22   \n",
       "4   5f8f9866dfb13a7dee342f1808u.jpg  0f490e3b52d7b4d209f146570e06808e   \n",
       "5   62fc9cee804e287457021c6403u.png  997ac596617df43a6fc5e5a3185cdff3   \n",
       "6   5f8f9863f6d1ab58476f246a08u.jpg  6bd83db4d420cd80a3b249221be97dc4   \n",
       "7   5f8f9865ea60860b75384fa508u.jpg  784ac3ccc4474b6f71a2c9fecf9f2948   \n",
       "8   5f8f986779c7cc70efbf36c008u.jpg  c2a37beb635ce04c1a47493faf33028d   \n",
       "9   5f8f9863f6d1ab58476f246a08u.jpg  19a6e5b1e5bb85447b4adaffe3e15101   \n",
       "10  5f8f9866dfb13a7dee342f1808u.jpg  0f490e3b52d7b4d209f146570e06808e   \n",
       "11  5f8f9866dfb13a7dee342f1808u.jpg  1185646b724f9912c393eccc5f8b43d1   \n",
       "12  5f8f98648dbe6273dcf8515508u.jpg  94fb0d3abd562875ae4d2efd2ed88bef   \n",
       "13  5f8f986779c7cc70efbf36c008u.jpg  59155e63732ffa0eb9903f0bd7b26bb3   \n",
       "14  5f8f98698dbe6273dcf8516008u.jpg  826261ffe5293ba9725295057618d436   \n",
       "15  5f8f9865ea60860b75384fa508u.jpg  23b668b7ef4cec0daa4401da99b69788   \n",
       "16  5f8f9868f6d1ab58476f24a008u.jpg  040fb0f423490892184c70bb77110c0f   \n",
       "17  5f8f98648dbe6273dcf8515508u.jpg  03d7bbf45f592b5e491bc7a716e5d09f   \n",
       "18  5f8f9866dfb13a7dee342f1808u.jpg  3806e4c9b09729ee5215ae721f1be529   \n",
       "19  5f8f9865ea60860b75384fa508u.jpg  c85e199241a8420d3dd2e3aa42fe9db6   \n",
       "20  619300c394769f74044e3b7908u.jpg  c5ef68a3d93d003709bb7f3e75625c3e   \n",
       "21  5f8f9868f6d1ab58476f24a008u.jpg  655189aaeb9f2e69bcd8e3058ab50644   \n",
       "22  5f8f986bdfb13a7dee342f2108u.jpg  7c5ea6276883031209b43a85489ebd79   \n",
       "23  5f8f98648dbe6273dcf8515508u.jpg  14f85714e665eb988218b01a0cdef1a2   \n",
       "24  5f8f986779c7cc70efbf36c008u.jpg  6c0f2bc439ab48895c4ca854d08fcbff   \n",
       "25  64ae1eb15b376d6e1d676d6302u.png  9558d6cee02396c88aa5df08719d318e   \n",
       "26  5f8f98648dbe6273dcf8515508u.jpg  14f85714e665eb988218b01a0cdef1a2   \n",
       "27  5f8f9865ea60860b75384fa508u.jpg  c85e199241a8420d3dd2e3aa42fe9db6   \n",
       "28  6238307802ce8915f744b8de02u.png  6e5a2122c892e37b9acc4a7f2fc04267   \n",
       "29  6349329a89eae73861ef87a207u.png  2063829fc331e2921858e9602b8b393d   \n",
       "30  5f8f9866dfb13a7dee342f1808u.jpg  629e6e4a42be4137c3b30cc79717377e   \n",
       "31  5f8f9866dfb13a7dee342f1808u.jpg  f42b71c711a2f777a7b752226ab22705   \n",
       "32  6238307802ce8915f744b8de02u.png  6e5a2122c892e37b9acc4a7f2fc04267   \n",
       "33  5f8f9866dfb13a7dee342f1808u.jpg  ba8824bf3ef3f7dcaa291492169f1015   \n",
       "34  5f8f9866dfb13a7dee342f1808u.jpg  ba8824bf3ef3f7dcaa291492169f1015   \n",
       "35  5f8f98648dbe6273dcf8515508u.jpg  65a5052f8195188f914c73ffba380d3d   \n",
       "36  5f8f986779c7cc70efbf36c008u.jpg  24fb1f969dac5155bedac017b06624a2   \n",
       "37  5f8f98698dbe6273dcf8516008u.jpg  e0d232ebb1c621fdf0276345a5c214a6   \n",
       "38  5f8f9868f6d1ab58476f24a008u.jpg  ef09ce2cb7a99a66063b4de5c2da4e51   \n",
       "39  5f8f9866dfb13a7dee342f1808u.jpg  d48638af05ac2fcec65ca77961cc0df0   \n",
       "\n",
       "                      comp.compLogo comp.compId comp.compScale  \\\n",
       "0   5eb8fc87f2540204574348cf07u.png   9599779.0       500-999人   \n",
       "1   5c8b734f509919fa0e87ac8e06u.png   9683459.0       100-499人   \n",
       "2   61b07937d0458d53c627567e02u.jpg   9897785.0       100-499人   \n",
       "3   61b07937d0458d53c627567e02u.jpg   9579944.0         50-99人   \n",
       "4   61b07937d0458d53c627567e02u.jpg   8921762.0       100-499人   \n",
       "5   62fc973a9e4c1713c988b8b103u.jpg   9443633.0         50-99人   \n",
       "6   619fea551bd4fb704e8f5f9304u.jpg  13391655.0          1-49人   \n",
       "7   61b07937d0458d53c627567e02u.jpg  10016683.0       100-499人   \n",
       "8   61b07937d0458d53c627567e02u.jpg  12157595.0          1-49人   \n",
       "9   5fc5f65f0757911709487ea406u.png   9450692.0       100-499人   \n",
       "10  61b07937d0458d53c627567e02u.jpg   8921762.0       100-499人   \n",
       "11  60eeb62a5f5b8a6b840f236a08u.png  12830957.0          1-49人   \n",
       "12  61b07937d0458d53c627567e02u.jpg  12362853.0         50-99人   \n",
       "13  63f4970e3ee568020853bf4708u.png   8444719.0         50-99人   \n",
       "14  5eb246054ff090104e41a46102u.png   8019656.0    5000-10000人   \n",
       "15  5bfe93da74719d9f609ab36d03a.png   9329168.0         50-99人   \n",
       "16  627b816f4924691322d3f19108u.png   9630695.0         50-99人   \n",
       "17  5bfe949074719dc6ed73f25e03a.png   9196023.0       100-499人   \n",
       "18  5e9fd6104ff090104e33c9fd03u.jpg  12178107.0       100-499人   \n",
       "19  5bfe9ae574719df0ac99eb9e03a.png   9264209.0       500-999人   \n",
       "20  60e2fe0bf3df194a3c48adb502u.png         NaN          1-49人   \n",
       "21  60c99a3097fa5b08538e49c201u.png   9801461.0          1-49人   \n",
       "22  5bfea38674719d2aa34c8d9d03a.png   7887636.0     1000-2000人   \n",
       "23  6425412ad49ec84475ae472c07u.png   8149229.0         50-99人   \n",
       "24  5bfffae474719da073f0f8db03u.png   9402293.0       100-499人   \n",
       "25  640151168f07104b6e82343802u.png   8223169.0          1-49人   \n",
       "26  6425412ad49ec84475ae472c07u.png   8149229.0         50-99人   \n",
       "27  5bfe9ae574719df0ac99eb9e03a.png   9264209.0       500-999人   \n",
       "28  61b07937d0458d53c627567e02u.jpg  13138733.0          1-49人   \n",
       "29  5bfe9ae574719df0ac99eb9e03a.png   9264209.0       500-999人   \n",
       "30  61b07937d0458d53c627567e02u.jpg  13280845.0       100-499人   \n",
       "31  61b07937d0458d53c627567e02u.jpg   8327266.0       100-499人   \n",
       "32  61b07937d0458d53c627567e02u.jpg  13138733.0          1-49人   \n",
       "33  61b07937d0458d53c627567e02u.jpg   9233955.0          1-49人   \n",
       "34  61b07937d0458d53c627567e02u.jpg   9233955.0          1-49人   \n",
       "35  5ea2845382b0b02ff416453507u.png  10240879.0       100-499人   \n",
       "36  63ff2cc82ee0b127c7825f6108u.png   8237045.0     2000-5000人   \n",
       "37  6371ddbd64ae7150b5a9ee6603u.png   8685556.0         50-99人   \n",
       "38  6371ddbd64ae7150b5a9ee6603u.png   8685556.0         50-99人   \n",
       "39  6497a87d83239e43826dcf6004u.png  13577567.0       500-999人   \n",
       "\n",
       "          comp.compName comp.compIndustry  \\\n",
       "0           深圳市晶台股份有限公司       电子/半导体/集成电路   \n",
       "1      深圳前海农产品交易所股份有限公司             批发/零售   \n",
       "2                  腾盛科技              科技金融   \n",
       "3           深圳市盈辉电子有限公司       电子/半导体/集成电路   \n",
       "4                  鹏源电子       电子/半导体/集成电路   \n",
       "5                  雅全电子       电子/半导体/集成电路   \n",
       "6           深圳市宣盈科技有限公司       电子/半导体/集成电路   \n",
       "7          深圳市宏旺微电子有限公司       电子/半导体/集成电路   \n",
       "8         深圳市亿诚伟业电子有限公司             批发/零售   \n",
       "9                  汇联时代              通信设备   \n",
       "10                 鹏源电子       电子/半导体/集成电路   \n",
       "11        深圳市高维智创科技有限公司       电子/半导体/集成电路   \n",
       "12         深圳市鑫鼎兴电子有限公司       电子/半导体/集成电路   \n",
       "13         深圳市汇芯微电子有限公司       电子/半导体/集成电路   \n",
       "14        深圳市景旺电子股份有限公司       电子/半导体/集成电路   \n",
       "15       深圳市富临通实业股份有限公司       电子/半导体/集成电路   \n",
       "16                智楠半导体       电子/半导体/集成电路   \n",
       "17           苏州达亚电子有限公司       电子/半导体/集成电路   \n",
       "18           深圳保诚科技有限公司               互联网   \n",
       "19      安芯易电子商务(深圳)有限公司       电子/半导体/集成电路   \n",
       "20     某深圳电子/半导体/集成电路公司       电子/半导体/集成电路   \n",
       "21                联芯半导体       电子/半导体/集成电路   \n",
       "22                圣邦微电子       电子/半导体/集成电路   \n",
       "23         宁波港德创新电子有限公司       电子/半导体/集成电路   \n",
       "24         深圳欧凯鑫锐科技有限公司       电子/半导体/集成电路   \n",
       "25                 捷迈科技            贸易/进出口   \n",
       "26         宁波港德创新电子有限公司       电子/半导体/集成电路   \n",
       "27      安芯易电子商务(深圳)有限公司       电子/半导体/集成电路   \n",
       "28       鸿基无线通信(深圳)有限公司              通信设备   \n",
       "29      安芯易电子商务(深圳)有限公司       电子/半导体/集成电路   \n",
       "30         世辉电子(深圳)有限公司       电子/半导体/集成电路   \n",
       "31  世健国际贸易(上海)有限公司深圳分公司       电子/半导体/集成电路   \n",
       "32       鸿基无线通信(深圳)有限公司              通信设备   \n",
       "33                 勤迈电子            贸易/进出口   \n",
       "34                 勤迈电子            贸易/进出口   \n",
       "35         深圳市佳合美电子有限公司       电子/半导体/集成电路   \n",
       "36       文晔领科商贸(深圳)有限公司             批发/零售   \n",
       "37         深圳市宏博通电子有限公司       电子/半导体/集成电路   \n",
       "38         深圳市宏博通电子有限公司       电子/半导体/集成电路   \n",
       "39        北天星电子(深圳)有限公司       电子/半导体/集成电路   \n",
       "\n",
       "                                   comp.link  comp.compStage  \n",
       "0    https://www.liepin.com/company/9599779/             NaN  \n",
       "1    https://www.liepin.com/company/9683459/             NaN  \n",
       "2    https://www.liepin.com/company/9897785/            战略投资  \n",
       "3    https://www.liepin.com/company/9579944/           融资未公开  \n",
       "4    https://www.liepin.com/company/8921762/             NaN  \n",
       "5    https://www.liepin.com/company/9443633/           融资未公开  \n",
       "6   https://www.liepin.com/company/13391655/             NaN  \n",
       "7   https://www.liepin.com/company/10016683/           融资未公开  \n",
       "8   https://www.liepin.com/company/12157595/             NaN  \n",
       "9    https://www.liepin.com/company/9450692/           融资未公开  \n",
       "10   https://www.liepin.com/company/8921762/             NaN  \n",
       "11  https://www.liepin.com/company/12830957/              其他  \n",
       "12  https://www.liepin.com/company/12362853/             NaN  \n",
       "13   https://www.liepin.com/company/8444719/             NaN  \n",
       "14   https://www.liepin.com/company/8019656/          沪深A股上市  \n",
       "15   https://www.liepin.com/company/9329168/             NaN  \n",
       "16   https://www.liepin.com/company/9630695/             NaN  \n",
       "17   https://www.liepin.com/company/9196023/           融资未公开  \n",
       "18  https://www.liepin.com/company/12178107/             NaN  \n",
       "19   https://www.liepin.com/company/9264209/             NaN  \n",
       "20                                                     融资未公开  \n",
       "21   https://www.liepin.com/company/9801461/           融资未公开  \n",
       "22   https://www.liepin.com/company/7887636/          沪深A股上市  \n",
       "23   https://www.liepin.com/company/8149229/           融资未公开  \n",
       "24   https://www.liepin.com/company/9402293/           融资未公开  \n",
       "25   https://www.liepin.com/company/8223169/           融资未公开  \n",
       "26   https://www.liepin.com/company/8149229/           融资未公开  \n",
       "27   https://www.liepin.com/company/9264209/             NaN  \n",
       "28  https://www.liepin.com/company/13138733/              其他  \n",
       "29   https://www.liepin.com/company/9264209/             NaN  \n",
       "30  https://www.liepin.com/company/13280845/              其他  \n",
       "31   https://www.liepin.com/company/8327266/           融资未公开  \n",
       "32  https://www.liepin.com/company/13138733/              其他  \n",
       "33   https://www.liepin.com/company/9233955/           融资未公开  \n",
       "34   https://www.liepin.com/company/9233955/           融资未公开  \n",
       "35  https://www.liepin.com/company/10240879/           融资未公开  \n",
       "36   https://www.liepin.com/company/8237045/           融资未公开  \n",
       "37   https://www.liepin.com/company/8685556/           融资未公开  \n",
       "38   https://www.liepin.com/company/8685556/           融资未公开  \n",
       "39  https://www.liepin.com/company/13577567/             NaN  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(liepin_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "f72c6246",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>code</th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>010</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>020</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>030</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>040</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>050</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>060</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>070</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>080</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  code         name\n",
       "0  010        1-49人\n",
       "1  020       50-99人\n",
       "2  030     100-499人\n",
       "3  040     500-999人\n",
       "4  050   1000-2000人\n",
       "5  060   2000-5000人\n",
       "6  070  5000-10000人\n",
       "7  080     10000人以上"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "compScales  = pd.json_normalize(condition['data']['compScales'])\n",
    "compScales"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30d25734",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "4f475066",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['salaries', 'workExperiences', 'dqs', 'jobKinds', 'hotCities', 'pubTimes', 'compScales', 'industries', 'famousComps', 'educations', 'financeStages', 'compNatures'])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "condition['data'].keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "5534503e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'city': '050090',\n",
       " 'dq': '050090',\n",
       " 'pubTime': '',\n",
       " 'currentPage': '0',\n",
       " 'pageSize': 40,\n",
       " 'key': '产品经理',\n",
       " 'suggestTag': '',\n",
       " 'workYearCode': '3$5',\n",
       " 'compId': '',\n",
       " 'compName': '',\n",
       " 'compTag': '',\n",
       " 'industry': '',\n",
       " 'salary': '',\n",
       " 'jobKind': '',\n",
       " 'compScale': '',\n",
       " 'compKind': '',\n",
       " 'compStage': '',\n",
       " 'eduLevel': ''}"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload['data']['mainSearchPcConditionForm']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "68c7ccee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'code': '410', 'name': '全国'},\n",
       " {'code': '010', 'name': '北京'},\n",
       " {'code': '020', 'name': '上海'},\n",
       " {'code': '030', 'name': '天津'},\n",
       " {'code': '040', 'name': '重庆'},\n",
       " {'code': '050020', 'name': '广州'},\n",
       " {'code': '050090', 'name': '深圳'},\n",
       " {'code': '060080', 'name': '苏州'},\n",
       " {'code': '060020', 'name': '南京'},\n",
       " {'code': '070020', 'name': '杭州'},\n",
       " {'code': '210040', 'name': '大连'},\n",
       " {'code': '280020', 'name': '成都'},\n",
       " {'code': '170020', 'name': '武汉'},\n",
       " {'code': '270020', 'name': '西安'}]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city = condition['data']['hotCities']\n",
    "city"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "8d8d840a",
   "metadata": {},
   "outputs": [],
   "source": [
    "input_city = \"南京\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "648d8669",
   "metadata": {},
   "outputs": [],
   "source": [
    "def choose_city(city_name):\n",
    "    for i in city:\n",
    "        if i['name'] == input_city:\n",
    "            return i['code']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "bd0b085b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'060020'"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "choose_city('广州')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "a983c754",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'code': '1', 'name': '应届生'},\n",
       " {'code': '2', 'name': '实习生'},\n",
       " {'code': '0$1', 'name': '1年以内'},\n",
       " {'code': '1$3', 'name': '1-3年'},\n",
       " {'code': '3$5', 'name': '3-5年'},\n",
       " {'code': '5$10', 'name': '5-10年'},\n",
       " {'code': '10$999', 'name': '10年以上'}]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "workExperiences = condition['data']['workExperiences']\n",
    "workExperiences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "75a8c1ad",
   "metadata": {},
   "outputs": [],
   "source": [
    "def choose_WE(工作经历):\n",
    "    for i in workExperiences:\n",
    "        if i['name'] == 工作经历:\n",
    "            return i['code']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "daad297b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1'"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "choose_WE('应届生')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7f6ca6fc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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